Developers building algorithmic strategies on Kalshi face a specific constraint: event contracts settle on documented, objective criteria tied to real-world outcomes, and the window for profitable execution depends on when market prices reflect new information. A bot that executes orders 200 milliseconds slower than competitors may miss the optimal entry point in a market moving on incoming economic data....